Ignorance or Incompetence? Constructing Knowledge-Gated, Verifiable Tasks for LLM Agents
A knowledge-gated task-construction protocol is introduced that separates a task instruction from a compact artefact containing private conventions, reference tables, and utility operators, and it is shown that the retained tasks improve post-training.
Han-Lin Tian, Min-Hao Li, Yuhan Mi et al.
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